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In this work, Wu et al. develop and present PolyCLOVER, a framework that integrates multi-stage learning, active learning, and high-throughput experimentation to iteratively discover potent, low-toxicity polymeric antibiotics without relying on external labelled data.

Identifying jets originating from heavy quarks plays a fundamental role in hadronic collider experiments. In this work, the ATLAS Collaboration describes and tests a transformer-based neural network architecture for jet flavour tagging based on low-level input and physics-inspired constraints.

Humanity’s Last Exam, a multi-modal benchmark at the frontier of human knowledge, is designed to be an expert-level closed-ended academic benchmark with broad subject coverage.

Fracto-mechanoluminescence is the emission of light from fracturing solids. Here, the authors show that this emission in Mn halides arises from elastic stiffness, electromechanical coupling, and trap states that activate Mn²⁺ d−d transitions.

There has been a recent interest in control of magnetism via ionic transport. The appeal of such magneto-ionic control lies in its extent, non-volatility and potential energy-efficiency, however, the number of systems showing such behaviour is limited. Here, Tan, Ma, and coauthors demonstrate magneto-ionic control through Carbon transport.

The CMS Collaboration reports the measurement of the spin, parity, and charge conjugation properties of all-charm tetraquarks, exotic fleeting particles formed in proton–proton collisions at the Large Hadron Collider.

Examples of materials with non-trivial band topology in the presence of strong electron correlations are rare. Now it is shown that quantum fluctuations near a quantum phase transition can promote topological phases in a heavy-fermion compound.

MnBi₂Te₄ has an appealing combination of topological bands and magnetic ordering. While chemical doping with Sb can be used to tune these properties, it typically comes with an increase in defect density. Here, Chen, Wang, Li, Duan, and coauthors demonstrate a defect engineering approach that preserves the topological and magnetic properties of Mn(Bi_1-xSb_x)₂Te₄.

Native crystallographic defects are often introduced during synthesis of battery materials, but has been overlooked. Here, using in situ synchrotron X-ray probes and electron microscopy, the authors have revealed their adverse effect during battery operation.

The authors report the synthesis of (La_0.9Y_0.1)H₁₀ superhydrides and their characterization using synchrotron-based, spatially resolved x-ray diffraction and electrical transport imaging. They reveal μm-scale structural inhomogeneity with coexisting cubic and hexagonal clathrate phases exhibiting distinct superconducting transition temperatures.

Precise editing of DNA methylation has emerged as a promising tool in disease biology but most applications are limited to in vitro systems. Here, we develop two transgenic mouse lines harboring an inducible dCas9-DNMT3A or dCas9-TET1 editor to enable tissue-specific DNA methylation editing in vivo.

Mechanical recycling of incompatible mixed plastics is challenging, as it often downcycles plastics into brittle materials. Here the authors develop a multi-arm topological universal dynamic crosslinker platform to enable mechanical upcycling of incompatible mixed plastics.

The coexistence of ferroelectricity and nonreciprocal transport in metallic material has been a challenge. The authors demonstrate that the polarity-induced nonreciprocal transport can be nonvolatile and electrically reversed in ferroelectric polar metal WTe₂.

Using Canada’s National Forest Inventory, this study shows boreal understory plant communities are shifting, species richness rises while evenness falls. These changes track warming, nitrogen deposition and moisture, and are moderated by canopy cover.

Genomic analyses applied to 14 childhood- and adult-onset psychiatric disorders identifies five underlying genomic factors that explain the majority of the genetic variance of the individual disorders.

Extracellular vesicles (EVs) have shown potential as a therapeutic delivery system for cancer treatment. In here the authors have established HEK293T cells engineered with α-HLA-G VHH antibody-chimeric CD63 protein to promote the production of EVs that can augment the targeting of HLA-G-positive tumor cells

Stratospheric water vapour injected by the 2022 Hunga eruption has now entered a steady decay phase and is expected to return to its pre-eruption range around 2030. This estimate combines satellite observations with a global transport model.

A mechano-intelligent transmission mechanism based on the slipknot delivers precise force signals for clinical practice and robotic operations such as minimally invasive surgery and tendon-driven robotics.

The ALICE Collaboration provides details on the microscopic mechanism that ends up creating antideuteron in high-energy proton–proton collisions at the Large Hadron Collider.

A new artificial intelligence model, DeepSeek-R1, is introduced, demonstrating that the reasoning abilities of large language models can be incentivized through pure reinforcement learning, removing the need for human-annotated demonstrations.

Data obtained from the MicroBooNE liquid-argon time projection chamber are used to exclude the single light sterile neutrino interpretation of the LSND and MiniBooNE anomalies at the 95% confidence level.

The Einstein Probe has discovered a fast X-ray transient, EP240414a, associated with a broad-lined type Ic supernova. Its unusually soft spectrum and weak jet add to the diversity of stellar deaths and suggest a previously unknown Wolf–Rayet star explosion mechanism.

Mutations in the PBAF chromatin-remodeling complex cause various neurodevelopmental disorders. This study shows that PBAF shapes distinct motor neuron identities, revealing how its disruption impairs movement and offering insight into neurodevelopmental disorders caused by PBAF mutations.

This study leverages plasma proteomics from over 50,000 individuals to build organ-specific aging models and uncover underlying genetic mechanisms. It also investigates causal links between organ aging, diseases, and lifestyle, providing insights for promoting healthy longevity.

Indonesian cattle are unique due to their history of admixture involving both zebu and banteng. Here, Wang et al. identify ~3.5 million novel introgressed SNP variants and provide a genomic map of banteng introgression within and across many cattle breeds, each with unique introgression histories.

Multi-ancestry genome-wide association meta-analyses of polycystic ovary syndrome in women of East Asian and European ancestries identify 94 independent susceptibility regions, including 73 novel loci.

The quark structure of the f₀(980) hadron is still unknown after 50 years of its discovery. Here, the CMS Collaboration reports a measurement of the elliptic flow of the f₀(980) state in proton-lead collisions at a nucleon-nucleon centre-of-mass energy of 8.16 TeV, providing strong evidence that the state is an ordinary meson.

Therapeutic gene editing in vivo is an ongoing challenge. Here, authors demonstrate Cas9 nickase guided DNA ligation as a nonviral method for installing permanent genomic corrections with favorable on target edit profiles in model animal cell types and adult mice.

Managing power exhaust in fusion reactors is a key challenge, especially in compact designs for cost-effective commercial energy. This study shows how alternative divertor configurations improve exhaust control, enhance stability, absorb transients and enable independent plasma regulation.

Engineered polar nanoclusters in tin-doped barium titanate thin films enable microwave tunability of ~74% at 6 GHz under low bias, offering a strategy to achieve high tunability with minimal dielectric loss for microwave communication.

The insertion of thin layers of cobalt can stabilize β-tungsten under back-end-of-line thermal constraints, allowing a 64-kb spin–orbit torque magnetic random-access memory to be fabricated that offers a spin–orbit torque switching of 1 ns, data retention of more than 10 years and a tunnelling magnetoresistance of 146%.

Array microscope with mirrored well plates enables automated, scalable 3D behavioral analysis of 48 zebrafish larvae in parallel, revealing complex kinematics and phenotypes missed by conventional 2D methods.

Combined behavioural, circuit-level and cellular approaches are used to demonstrate how hypothalamic neurons integrate hunger and oestrous state to drive a switch in how female mice interact with pups.

A CRISPR knock-in strategy that uses endogenous gene regulatory mechanisms can engineer ‘armoured’ CAR T cells that secrete proinflammatory cytokines directly within a tumour without causing toxicity, leading to prolonged survival in mice.

Here, the authors develop an integrated mass spectrometry-based strategy that allows metabolic biomarker discovery based on nanoliter-scale biofluids in seconds. Biomarkers of diabetic cataracts are detected in trace ocular fluids with high diagnostic performance revealed to have and anti-cataract activity.

The development of neural interfaces at subcortical nuclei surfaces is challenging. The authors present a flexible, minimally invasive neural interface that self-unfolds in cerebrospinal fluid to conform to periventricular surfaces, enabling long-term monitoring of deep brain disorders.

An approach that integrates electrochemical CO₂ reduction and biological denitrification provides a new solution for nitrogen removal, where the formate obtained from CO₂ is used directly as the carbon source in the denitrification process in wastewater treatment.

JWST/NIRSpec observations of the 49 Ceti debris disk reveal spatially resolved, fluorescently excited CO emission, indicating a secondary origin of the gas in debris disks (that is, from the collision of volatile-rich bodies).

The death of massive stars has traditionally been discovered by explosive events in the gamma-ray band. Liu et al. show that the sensitive wide-field monitor on board Einstein Probe can reveal a weak soft-X-ray signal much earlier than gamma rays.

The development of fast-charging and high-capacity negative electrodes is critical for advanced lithium-ion batteries. Here, authors use a vacancy engineering strategy to develop a layered Prussian blue analogue with competitive rate capability, delivering a specific capacity of 510 mAh g⁻¹ at a specific current of 8 A g⁻¹.

Coastal settlement retreat reflects human behavioural adaptation to increasing coastal climate hazards. Using night-time light data over 1992–2019, this study finds that over half of global coastal settlements have retreated, driven by insufficient infrastructure protection and adaptive capacity.

3D correlative nanoscale tomography on an Fe-W alloy shows that topology requires secondary grain boundary dislocations which strongly control patterned solute segregation, reshaping segregation energy spectra and opening routes for advanced alloy design.

Thermal lepton pairs are ideal probes for the temperature of quark-gluon plasma. Here, the STAR Collaboration uses thermal electron-positron pair production to measure quark-gluon plasma average temperature at different stages of the evolution.

While Bell inequalities have been violated several times—mostly in photonic systems—their violations within particle physics experiments are less explored. Here, the BESIII Collaboration showcases Bell-violating nonlocal correlations between entangled hyperon pairs.

Immune interactions are complex, dynamic and difficult to capture using static imaging modalities on in vitro or ex vivo tissue cultures. In this Review, the authors discuss techniques for in vivo imaging of the immune system including one-photon near-infrared II fluorescence and two-photon and multiphoton microscopy for longitudinal tracking of immune cells, as well as a translational path that integrates near-infrared II, positron-emission tomography or MRI and artificial intelligence-enabled analysis towards quantitative, clinically compatible, multimodal immuno-imaging.